CineMatch was inspired by the challenge film producers face when evaluating new script ideas. A creative concept needs more than a good story—it also needs market context, comparable films, audience signals, competitive analysis, and informed casting considerations.
CineMatch transforms a film pitch or script outline into an evidence-backed development report. Its agentic workflow uses Gemini to understand the concept, plan research, interact with connected tools, analyze evidence, compare relevant films, evaluate casting fit, and generate actionable recommendations with sources.
Building CineMatch taught us that effective agentic AI requires more than prompting. We had to design reliable multi-step workflows, tool usage, evidence grounding, secure data handling, and clear separation between verified information and AI interpretation. The biggest challenge was connecting these components into one coherent workflow while keeping the experience simple for filmmakers.
The final product demonstrates how agentic AI can turn a creative film idea into structured development intelligence.
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